Overview

Dataset statistics

Number of variables24
Number of observations1245
Missing cells476
Missing cells (%)1.6%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory233.6 KiB
Average record size in memory192.1 B

Variable types

Numeric19
Categorical5

Warnings

id.x has a high cardinality: 1035 distinct values High cardinality
IVS_2000 is highly correlated with IVS_REN_00 and 3 other fieldsHigh correlation
IVS_INF_00 is highly correlated with IVS_INF_10High correlation
IVS_CPH_00 is highly correlated with IVS_CPH_10 and 1 other fieldsHigh correlation
IVS_REN_00 is highly correlated with IVS_2000 and 1 other fieldsHigh correlation
IVS_2010 is highly correlated with IVS_2000 and 1 other fieldsHigh correlation
IVS_INF_10 is highly correlated with IVS_2000 and 1 other fieldsHigh correlation
IVS_CPH_10 is highly correlated with IVS_CPH_00 and 4 other fieldsHigh correlation
IVS_REN_10 is highly correlated with IVS_2000 and 2 other fieldsHigh correlation
MASC is highly correlated with FEM and 2 other fieldsHigh correlation
FEM is highly correlated with MASC and 2 other fieldsHigh correlation
POP is highly correlated with MASC and 2 other fieldsHigh correlation
DOM_OCU is highly correlated with MASC and 2 other fieldsHigh correlation
Dens_Dom is highly correlated with Dens_habHigh correlation
Dens_hab is highly correlated with Dens_DomHigh correlation
Pop_Urbana is highly correlated with IVS_CPH_10 and 3 other fieldsHigh correlation
Pop_Rural is highly correlated with IVS_CPH_10 and 3 other fieldsHigh correlation
Pop_Total is highly correlated with IVS_CPH_10 and 3 other fieldsHigh correlation
Area is highly correlated with IVS_CPH_00 and 4 other fieldsHigh correlation
VTN_MED is highly correlated with NM_MUHigh correlation
NM_MU is highly correlated with VTN_MEDHigh correlation
id.x has 28 (2.2%) missing values Missing
NM_MU has 28 (2.2%) missing values Missing
IVS_2000 has 28 (2.2%) missing values Missing
IVS_INF_00 has 28 (2.2%) missing values Missing
IVS_CPH_00 has 28 (2.2%) missing values Missing
IVS_REN_00 has 28 (2.2%) missing values Missing
IVS_2010 has 28 (2.2%) missing values Missing
IVS_INF_10 has 28 (2.2%) missing values Missing
IVS_CPH_10 has 28 (2.2%) missing values Missing
IVS_REN_10 has 28 (2.2%) missing values Missing
MASC has 28 (2.2%) missing values Missing
FEM has 28 (2.2%) missing values Missing
POP has 28 (2.2%) missing values Missing
DOM_OCU has 28 (2.2%) missing values Missing
Dens_Dom has 28 (2.2%) missing values Missing
Dens_hab has 28 (2.2%) missing values Missing
URB_RURAL has 28 (2.2%) missing values Missing
Unnamed: 0 is uniformly distributed Uniform
id.x is uniformly distributed Uniform
Unnamed: 0 has unique values Unique
MASC has 39 (3.1%) zeros Zeros
FEM has 42 (3.4%) zeros Zeros
POP has 39 (3.1%) zeros Zeros
DOM_OCU has 39 (3.1%) zeros Zeros
Dens_Dom has 428 (34.4%) zeros Zeros
Dens_hab has 39 (3.1%) zeros Zeros

Reproduction

Analysis started2021-02-22 14:38:24.948958
Analysis finished2021-02-22 14:39:17.031780
Duration52.08 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

Unnamed: 0
Real number (ℝ≥0)

UNIFORM
UNIQUE

Distinct1245
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean623
Minimum1
Maximum1245
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum1
5-th percentile63.2
Q1312
median623
Q3934
95-th percentile1182.8
Maximum1245
Range1244
Interquartile range (IQR)622

Descriptive statistics

Standard deviation359.5448512
Coefficient of variation (CV)0.5771185412
Kurtosis-1.2
Mean623
Median Absolute Deviation (MAD)311
Skewness0
Sum775635
Variance129272.5
MonotocityStrictly increasing
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
12451
 
0.1%
4171
 
0.1%
4101
 
0.1%
4111
 
0.1%
4121
 
0.1%
4131
 
0.1%
4141
 
0.1%
4151
 
0.1%
4161
 
0.1%
4181
 
0.1%
Other values (1235)1235
99.2%
ValueCountFrequency (%)
11
0.1%
21
0.1%
31
0.1%
41
0.1%
51
0.1%
ValueCountFrequency (%)
12451
0.1%
12441
0.1%
12431
0.1%
12421
0.1%
12411
0.1%

id.x
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct1035
Distinct (%)85.0%
Missing28
Missing (%)2.2%
Memory size9.9 KiB
F224
 
8
F197
 
4
F230
 
4
F281
 
4
F979
 
4
Other values (1030)
1193 

Length

Max length43
Median length5
Mean length4.597370583
Min length4

Characters and Unicode

Total characters5595
Distinct characters37
Distinct categories9 ?
Distinct scripts2 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique878 ?
Unique (%)72.1%

Sample

1st rowF1810
2nd rowF1811
3rd rowF1811
4th rowF1805
5th rowF1804
ValueCountFrequency (%)
F2248
 
0.6%
F1974
 
0.3%
F2304
 
0.3%
F2814
 
0.3%
F9794
 
0.3%
F2774
 
0.3%
F1374
 
0.3%
F3433
 
0.2%
F27793
 
0.2%
F30063
 
0.2%
Other values (1025)1176
94.5%
(Missing)28
 
2.2%
Histogram of lengths of the category
ValueCountFrequency (%)
f2248
 
0.7%
f2814
 
0.3%
f1974
 
0.3%
f1374
 
0.3%
f9794
 
0.3%
f2774
 
0.3%
f2304
 
0.3%
f1513
 
0.2%
f27793
 
0.2%
f29863
 
0.2%
Other values (1029)1180
96.6%

Most occurring characters

ValueCountFrequency (%)
F1216
21.7%
2785
14.0%
1697
12.5%
3493
8.8%
5438
 
7.8%
4387
 
6.9%
0353
 
6.3%
9305
 
5.5%
6304
 
5.4%
8294
 
5.3%
Other values (27)323
 
5.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number4327
77.3%
Uppercase Letter1226
 
21.9%
Lowercase Letter30
 
0.5%
Control4
 
0.1%
Final Punctuation2
 
< 0.1%
Open Punctuation2
 
< 0.1%
Space Separator2
 
< 0.1%
Other Punctuation1
 
< 0.1%
Currency Symbol1
 
< 0.1%

Most frequent character per category

ValueCountFrequency (%)
i5
16.7%
a5
16.7%
e4
13.3%
d2
 
6.7%
n2
 
6.7%
c2
 
6.7%
l2
 
6.7%
ƒ2
 
6.7%
s1
 
3.3%
f1
 
3.3%
Other values (4)4
13.3%
ValueCountFrequency (%)
2785
18.1%
1697
16.1%
3493
11.4%
5438
10.1%
4387
8.9%
0353
8.2%
9305
 
7.0%
6304
 
7.0%
8294
 
6.8%
7271
 
6.3%
ValueCountFrequency (%)
F1216
99.2%
Ã4
 
0.3%
Æ2
 
0.2%
Â2
 
0.2%
R1
 
0.1%
E1
 
0.1%
ValueCountFrequency (%)
2
50.0%
2
50.0%
ValueCountFrequency (%)
2
100.0%
ValueCountFrequency (%)
2
100.0%
ValueCountFrequency (%)
§1
100.0%
ValueCountFrequency (%)
£1
100.0%
ValueCountFrequency (%)
2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common4339
77.6%
Latin1256
 
22.4%

Most frequent character per script

ValueCountFrequency (%)
F1216
96.8%
i5
 
0.4%
a5
 
0.4%
e4
 
0.3%
Ã4
 
0.3%
d2
 
0.2%
n2
 
0.2%
c2
 
0.2%
l2
 
0.2%
ƒ2
 
0.2%
Other values (10)12
 
1.0%
ValueCountFrequency (%)
2785
18.1%
1697
16.1%
3493
11.4%
5438
10.1%
4387
8.9%
0353
8.1%
9305
 
7.0%
6304
 
7.0%
8294
 
6.8%
7271
 
6.2%
Other values (7)12
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII5579
99.7%
None12
 
0.2%
Punctuation4
 
0.1%

Most frequent character per block

ValueCountFrequency (%)
F1216
21.8%
2785
14.1%
1697
12.5%
3493
8.8%
5438
 
7.9%
4387
 
6.9%
0353
 
6.3%
9305
 
5.5%
6304
 
5.4%
8294
 
5.3%
Other values (19)307
 
5.5%
ValueCountFrequency (%)
Ã4
33.3%
ƒ2
16.7%
Æ2
16.7%
Â2
16.7%
§1
 
8.3%
£1
 
8.3%
ValueCountFrequency (%)
2
50.0%
2
50.0%

NM_MU
Categorical

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Memory size9.9 KiB
CARUARU
650 
AGRESTINA
197 
TORITAMA
167 
PANELAS
92 
TAQUARITINGA DO NORTE
76 
Other values (2)
 
35

Length

Max length21
Median length7
Mean length8.345932621
Min length6

Characters and Unicode

Total characters10157
Distinct characters21
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowTAQUARITINGA DO NORTE
2nd rowTAQUARITINGA DO NORTE
3rd rowTAQUARITINGA DO NORTE
4th rowTAQUARITINGA DO NORTE
5th rowTAQUARITINGA DO NORTE
ValueCountFrequency (%)
CARUARU650
52.2%
AGRESTINA197
 
15.8%
TORITAMA167
 
13.4%
PANELAS92
 
7.4%
TAQUARITINGA DO NORTE76
 
6.1%
CUPIRA23
 
1.8%
QUIPAPÁ12
 
1.0%
(Missing)28
 
2.2%
Histogram of lengths of the category
ValueCountFrequency (%)
caruaru650
47.5%
agrestina197
 
14.4%
toritama167
 
12.2%
panelas92
 
6.7%
do76
 
5.6%
taquaritinga76
 
5.6%
norte76
 
5.6%
cupira23
 
1.7%
quipapãƒâ12
 
0.9%

Most occurring characters

ValueCountFrequency (%)
A2475
24.4%
R1839
18.1%
U1411
13.9%
T759
 
7.5%
C673
 
6.6%
I551
 
5.4%
N441
 
4.3%
E365
 
3.6%
O319
 
3.1%
S289
 
2.8%
Other values (11)1035
10.2%

Most occurring categories

ValueCountFrequency (%)
Uppercase Letter9981
98.3%
Space Separator152
 
1.5%
Lowercase Letter12
 
0.1%
Control12
 
0.1%

Most frequent character per category

ValueCountFrequency (%)
A2475
24.8%
R1839
18.4%
U1411
14.1%
T759
 
7.6%
C673
 
6.7%
I551
 
5.5%
N441
 
4.4%
E365
 
3.7%
O319
 
3.2%
S289
 
2.9%
Other values (8)859
 
8.6%
ValueCountFrequency (%)
152
100.0%
ValueCountFrequency (%)
ƒ12
100.0%
ValueCountFrequency (%)
12
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin9993
98.4%
Common164
 
1.6%

Most frequent character per script

ValueCountFrequency (%)
A2475
24.8%
R1839
18.4%
U1411
14.1%
T759
 
7.6%
C673
 
6.7%
I551
 
5.5%
N441
 
4.4%
E365
 
3.7%
O319
 
3.2%
S289
 
2.9%
Other values (9)871
 
8.7%
ValueCountFrequency (%)
152
92.7%
12
 
7.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII10109
99.5%
None48
 
0.5%

Most frequent character per block

ValueCountFrequency (%)
A2475
24.5%
R1839
18.2%
U1411
14.0%
T759
 
7.5%
C673
 
6.7%
I551
 
5.5%
N441
 
4.4%
E365
 
3.6%
O319
 
3.2%
S289
 
2.9%
Other values (7)987
 
9.8%
ValueCountFrequency (%)
Ã12
25.0%
ƒ12
25.0%
Â12
25.0%
12
25.0%

IVS_2000
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.4884831553
Minimum0.428
Maximum0.692
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.428
5-th percentile0.428
Q10.447
median0.447
Q30.577
95-th percentile0.59
Maximum0.692
Range0.264
Interquartile range (IQR)0.13

Descriptive statistics

Standard deviation0.06701324192
Coefficient of variation (CV)0.1371863926
Kurtosis-0.7543111025
Mean0.4884831553
Median Absolute Deviation (MAD)0
Skewness0.8982394257
Sum594.484
Variance0.004490774593
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.447650
52.2%
0.587197
 
15.8%
0.428167
 
13.4%
0.5992
 
7.4%
0.53976
 
6.1%
0.57723
 
1.8%
0.69212
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.428167
 
13.4%
0.447650
52.2%
0.53976
 
6.1%
0.57723
 
1.8%
0.587197
 
15.8%
ValueCountFrequency (%)
0.69212
 
1.0%
0.5992
7.4%
0.587197
15.8%
0.57723
 
1.8%
0.53976
 
6.1%

IVS_INF_00
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.2147477403
Minimum0.069
Maximum0.474
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.069
5-th percentile0.069
Q10.178
median0.178
Q30.309
95-th percentile0.406
Maximum0.474
Range0.405
Interquartile range (IQR)0.131

Descriptive statistics

Standard deviation0.0968158162
Coefficient of variation (CV)0.450835087
Kurtosis-0.4019790726
Mean0.2147477403
Median Absolute Deviation (MAD)0
Skewness0.5210713938
Sum261.348
Variance0.009373302267
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.178650
52.2%
0.309197
 
15.8%
0.069167
 
13.4%
0.34892
 
7.4%
0.40676
 
6.1%
0.20423
 
1.8%
0.47412
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.069167
 
13.4%
0.178650
52.2%
0.20423
 
1.8%
0.309197
 
15.8%
0.34892
 
7.4%
ValueCountFrequency (%)
0.47412
 
1.0%
0.40676
 
6.1%
0.34892
7.4%
0.309197
15.8%
0.20423
 
1.8%

IVS_CPH_00
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.6754798685
Minimum0.64
Maximum0.863
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.64
5-th percentile0.64
Q10.64
median0.64
Q30.716
95-th percentile0.748
Maximum0.863
Range0.223
Interquartile range (IQR)0.076

Descriptive statistics

Standard deviation0.04687569084
Coefficient of variation (CV)0.06939613307
Kurtosis0.893176244
Mean0.6754798685
Median Absolute Deviation (MAD)0
Skewness1.160761941
Sum822.059
Variance0.002197330392
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.64650
52.2%
0.716197
 
15.8%
0.748167
 
13.4%
0.67692
 
7.4%
0.65676
 
6.1%
0.76923
 
1.8%
0.86312
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.64650
52.2%
0.65676
 
6.1%
0.67692
 
7.4%
0.716197
 
15.8%
0.748167
 
13.4%
ValueCountFrequency (%)
0.86312
 
1.0%
0.76923
 
1.8%
0.748167
13.4%
0.716197
15.8%
0.67692
7.4%

IVS_REN_00
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.5744847987
Minimum0.466
Maximum0.758
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.466
5-th percentile0.466
Q10.522
median0.522
Q30.736
95-th percentile0.745
Maximum0.758
Range0.292
Interquartile range (IQR)0.214

Descriptive statistics

Standard deviation0.1022052806
Coefficient of variation (CV)0.1779077198
Kurtosis-0.9245493196
Mean0.5744847987
Median Absolute Deviation (MAD)0
Skewness0.9065472424
Sum699.148
Variance0.01044591938
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.522650
52.2%
0.736197
 
15.8%
0.466167
 
13.4%
0.74592
 
7.4%
0.55576
 
6.1%
0.75823
 
1.8%
0.7412
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.466167
 
13.4%
0.522650
52.2%
0.55576
 
6.1%
0.736197
 
15.8%
0.7412
 
1.0%
ValueCountFrequency (%)
0.75823
 
1.8%
0.74592
7.4%
0.7412
 
1.0%
0.736197
15.8%
0.55576
 
6.1%

IVS_2010
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.3598545604
Minimum0.31
Maximum0.536
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.31
5-th percentile0.31
Q10.31
median0.31
Q30.435
95-th percentile0.484
Maximum0.536
Range0.226
Interquartile range (IQR)0.125

Descriptive statistics

Standard deviation0.06221978802
Coefficient of variation (CV)0.1729025969
Kurtosis-0.5485352065
Mean0.3598545604
Median Absolute Deviation (MAD)0
Skewness0.8783561795
Sum437.943
Variance0.003871302021
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.31650
52.2%
0.435197
 
15.8%
0.362167
 
13.4%
0.48492
 
7.4%
0.38576
 
6.1%
0.43823
 
1.8%
0.53612
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.31650
52.2%
0.362167
 
13.4%
0.38576
 
6.1%
0.435197
 
15.8%
0.43823
 
1.8%
ValueCountFrequency (%)
0.53612
 
1.0%
0.48492
7.4%
0.43823
 
1.8%
0.435197
15.8%
0.38576
 
6.1%

IVS_INF_10
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.14605341
Minimum0.105
Maximum0.381
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.105
5-th percentile0.105
Q10.105
median0.105
Q30.209
95-th percentile0.255
Maximum0.381
Range0.276
Interquartile range (IQR)0.104

Descriptive statistics

Standard deviation0.06003480027
Coefficient of variation (CV)0.4110468921
Kurtosis0.6960624834
Mean0.14605341
Median Absolute Deviation (MAD)0
Skewness1.206138183
Sum177.747
Variance0.003604177244
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.105650
52.2%
0.209197
 
15.8%
0.112167
 
13.4%
0.23592
 
7.4%
0.25576
 
6.1%
0.17623
 
1.8%
0.38112
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.105650
52.2%
0.112167
 
13.4%
0.17623
 
1.8%
0.209197
 
15.8%
0.23592
 
7.4%
ValueCountFrequency (%)
0.38112
 
1.0%
0.25576
 
6.1%
0.23592
7.4%
0.209197
15.8%
0.17623
 
1.8%

IVS_CPH_10
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.5160895645
Minimum0.467
Maximum0.603
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.467
5-th percentile0.467
Q10.467
median0.467
Q30.576
95-th percentile0.595
Maximum0.603
Range0.136
Interquartile range (IQR)0.109

Descriptive statistics

Standard deviation0.05683198371
Coefficient of variation (CV)0.1101203892
Kurtosis-1.770401163
Mean0.5160895645
Median Absolute Deviation (MAD)0
Skewness0.3898946447
Sum628.081
Variance0.003229874373
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.467650
52.2%
0.576197
 
15.8%
0.595167
 
13.4%
0.57992
 
7.4%
0.49576
 
6.1%
0.5923
 
1.8%
0.60312
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.467650
52.2%
0.49576
 
6.1%
0.576197
 
15.8%
0.57992
 
7.4%
0.5923
 
1.8%
ValueCountFrequency (%)
0.60312
 
1.0%
0.595167
13.4%
0.5923
 
1.8%
0.57992
7.4%
0.576197
15.8%

IVS_REN_10
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct7
Distinct (%)0.6%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.4170164339
Minimum0.357
Maximum0.637
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum0.357
5-th percentile0.357
Q10.357
median0.357
Q30.521
95-th percentile0.637
Maximum0.637
Range0.28
Interquartile range (IQR)0.164

Descriptive statistics

Standard deviation0.09103202006
Coefficient of variation (CV)0.2182936035
Kurtosis0.3124216626
Mean0.4170164339
Median Absolute Deviation (MAD)0
Skewness1.319084158
Sum507.509
Variance0.008286828677
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0.357650
52.2%
0.521197
 
15.8%
0.379167
 
13.4%
0.63792
 
7.4%
0.40676
 
6.1%
0.54723
 
1.8%
0.62412
 
1.0%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0.357650
52.2%
0.379167
 
13.4%
0.40676
 
6.1%
0.521197
 
15.8%
0.54723
 
1.8%
ValueCountFrequency (%)
0.63792
7.4%
0.62412
 
1.0%
0.54723
 
1.8%
0.521197
15.8%
0.40676
 
6.1%

MASC
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct89
Distinct (%)7.3%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean157.5538209
Minimum0
Maximum950
Zeros39
Zeros (%)3.1%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile3
Q147
median128
Q3220
95-th percentile329
Maximum950
Range950
Interquartile range (IQR)173

Descriptive statistics

Standard deviation163.2830846
Coefficient of variation (CV)1.036363852
Kurtosis11.50953343
Mean157.5538209
Median Absolute Deviation (MAD)84
Skewness2.883429243
Sum191743
Variance26661.36573
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
13861
 
4.9%
25856
 
4.5%
11449
 
3.9%
039
 
3.1%
17039
 
3.1%
20735
 
2.8%
14732
 
2.6%
18031
 
2.5%
12831
 
2.5%
95031
 
2.5%
Other values (79)813
65.3%
ValueCountFrequency (%)
039
3.1%
13
 
0.2%
217
1.4%
320
1.6%
416
1.3%
ValueCountFrequency (%)
95031
2.5%
35817
1.4%
33812
 
1.0%
32928
2.2%
32822
1.8%

FEM
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct91
Distinct (%)7.5%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean178.1355793
Minimum0
Maximum985
Zeros42
Zeros (%)3.4%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile2.8
Q152
median138
Q3265
95-th percentile396
Maximum985
Range985
Interquartile range (IQR)213

Descriptive statistics

Standard deviation175.5819053
Coefficient of variation (CV)0.9856644358
Kurtosis8.829622458
Mean178.1355793
Median Absolute Deviation (MAD)91
Skewness2.460983796
Sum216791
Variance30829.00545
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
29656
 
4.5%
13852
 
4.2%
042
 
3.4%
17839
 
3.1%
18238
 
3.1%
22835
 
2.8%
17032
 
2.6%
98531
 
2.5%
14031
 
2.5%
21031
 
2.5%
Other values (81)830
66.7%
ValueCountFrequency (%)
042
3.4%
113
 
1.0%
26
 
0.5%
317
1.4%
414
 
1.1%
ValueCountFrequency (%)
98531
2.5%
40012
 
1.0%
39717
1.4%
39627
2.2%
37822
1.8%

POP
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct100
Distinct (%)8.2%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean335.6894002
Minimum0
Maximum1935
Zeros39
Zeros (%)3.1%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile5
Q199
median260
Q3495
95-th percentile711
Maximum1935
Range1935
Interquartile range (IQR)396

Descriptive statistics

Standard deviation338.4006484
Coefficient of variation (CV)1.008076657
Kurtosis10.12865754
Mean335.6894002
Median Absolute Deviation (MAD)175
Skewness2.666860937
Sum408534
Variance114514.9988
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
32056
 
4.5%
55456
 
4.5%
25249
 
3.9%
21549
 
3.9%
039
 
3.1%
34839
 
3.1%
43535
 
2.8%
31732
 
2.6%
39031
 
2.5%
193531
 
2.5%
Other values (90)800
64.3%
ValueCountFrequency (%)
039
3.1%
13
 
0.2%
313
 
1.0%
43
 
0.2%
54
 
0.3%
ValueCountFrequency (%)
193531
2.5%
75517
1.4%
73812
 
1.0%
71127
2.2%
70622
1.8%

DOM_OCU
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct78
Distinct (%)6.4%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean94.06244864
Minimum0
Maximum552
Zeros39
Zeros (%)3.1%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile1
Q125
median75
Q3132
95-th percentile203
Maximum552
Range552
Interquartile range (IQR)107

Descriptive statistics

Standard deviation96.49227562
Coefficient of variation (CV)1.025832062
Kurtosis10.32635702
Mean94.06244864
Median Absolute Deviation (MAD)52
Skewness2.69695491
Sum114474
Variance9310.759255
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
16856
 
4.5%
7549
 
3.9%
10039
 
3.1%
039
 
3.1%
8038
 
3.1%
8737
 
3.0%
136
 
2.9%
13235
 
2.8%
10631
 
2.5%
8231
 
2.5%
Other values (68)826
66.3%
ValueCountFrequency (%)
039
3.1%
136
2.9%
220
1.6%
318
1.4%
412
 
1.0%
ValueCountFrequency (%)
55231
2.5%
20417
1.4%
20322
1.8%
20027
2.2%
19912
 
1.0%

Dens_Dom
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct6
Distinct (%)0.5%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.001731306491
Minimum0
Maximum0.005
Zeros428
Zeros (%)34.4%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.002
Q30.003
95-th percentile0.005
Maximum0.005
Range0.005
Interquartile range (IQR)0.003

Descriptive statistics

Standard deviation0.001654125928
Coefficient of variation (CV)0.9554206236
Kurtosis-0.8260440024
Mean0.001731306491
Median Absolute Deviation (MAD)0.002
Skewness0.5704926284
Sum2.107
Variance2.736132584 × 106
MonotocityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0428
34.4%
0.002308
24.7%
0.001143
 
11.5%
0.003114
 
9.2%
0.004114
 
9.2%
0.005110
 
8.8%
(Missing)28
 
2.2%
ValueCountFrequency (%)
0428
34.4%
0.001143
 
11.5%
0.002308
24.7%
0.003114
 
9.2%
0.004114
 
9.2%
ValueCountFrequency (%)
0.005110
 
8.8%
0.004114
 
9.2%
0.003114
 
9.2%
0.002308
24.7%
0.001143
11.5%

Dens_hab
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct123
Distinct (%)10.1%
Missing28
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean0.006090754451
Minimum0
Maximum0.01883971406
Zeros39
Zeros (%)3.1%
Memory size9.9 KiB

Quantile statistics

Minimum0
5-th percentile2.195905554 × 105
Q10.0005228866384
median0.005365302324
Q30.009731768111
95-th percentile0.01761695235
Maximum0.01883971406
Range0.01883971406
Interquartile range (IQR)0.009208881473

Descriptive statistics

Standard deviation0.005782344845
Coefficient of variation (CV)0.9493643016
Kurtosis-0.6863856692
Mean0.006090754451
Median Absolute Deviation (MAD)0.004842415686
Skewness0.6872989243
Sum7.412448167
Variance3.343551191 × 105
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.0138221680856
 
4.5%
0.00628865658249
 
3.9%
039
 
3.1%
0.00868248595739
 
3.1%
0.0079850366138
 
3.1%
0.0108546433735
 
2.8%
0.00791017879532
 
2.6%
0.00193143252331
 
2.5%
0.00973176811131
 
2.5%
0.0066871250831
 
2.5%
Other values (113)836
67.1%
ValueCountFrequency (%)
039
3.1%
9.98118972 × 1072
 
0.2%
2.994613106 × 1063
 
0.2%
7.98480544 × 1061
 
0.1%
9.981296241 × 1064
 
0.3%
ValueCountFrequency (%)
0.0188397140617
1.4%
0.018415570512
1.0%
0.017741805127
2.2%
0.0176169523522
1.8%
0.0175919951528
2.2%

ocup_2010
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.9 KiB
1
816 
0
429 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters1245
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0
2nd row0
3rd row0
4th row0
5th row0
ValueCountFrequency (%)
1816
65.5%
0429
34.5%
Histogram of lengths of the category
ValueCountFrequency (%)
1816
65.5%
0429
34.5%

Most occurring characters

ValueCountFrequency (%)
1816
65.5%
0429
34.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number1245
100.0%

Most frequent character per category

ValueCountFrequency (%)
1816
65.5%
0429
34.5%

Most occurring scripts

ValueCountFrequency (%)
Common1245
100.0%

Most frequent character per script

ValueCountFrequency (%)
1816
65.5%
0429
34.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII1245
100.0%

Most frequent character per block

ValueCountFrequency (%)
1816
65.5%
0429
34.5%

Pop_Urbana
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean157296.1566
Minimum11813
Maximum279589
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum11813
5-th percentile13964
Q117961
median279589
Q3279589
95-th percentile279589
Maximum279589
Range267776
Interquartile range (IQR)261628

Descriptive statistics

Standard deviation128823.6891
Coefficient of variation (CV)0.8189881551
Kurtosis-1.984225553
Mean157296.1566
Median Absolute Deviation (MAD)0
Skewness-0.1072431603
Sum195833715
Variance1.659554288 × 1010
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
279589654
52.5%
16957197
 
15.8%
34125182
 
14.6%
1396492
 
7.4%
1796185
 
6.8%
2078723
 
1.8%
1181312
 
1.0%
ValueCountFrequency (%)
1181312
 
1.0%
1396492
7.4%
16957197
15.8%
1796185
6.8%
2078723
 
1.8%
ValueCountFrequency (%)
279589654
52.5%
34125182
 
14.6%
2078723
 
1.8%
1796185
 
6.8%
16957197
 
15.8%

Pop_Rural
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21173.99277
Minimum1429
Maximum35323
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum1429
5-th percentile1429
Q15722
median35323
Q335323
95-th percentile35323
Maximum35323
Range33894
Interquartile range (IQR)29601

Descriptive statistics

Standard deviation15090.51712
Coefficient of variation (CV)0.7126911437
Kurtosis-1.883488264
Mean21173.99277
Median Absolute Deviation (MAD)0
Skewness-0.176789585
Sum26361621
Variance227723707.1
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
35323654
52.5%
5722197
 
15.8%
1429182
 
14.6%
1168192
 
7.4%
694285
 
6.8%
260323
 
1.8%
1237312
 
1.0%
ValueCountFrequency (%)
1429182
14.6%
260323
 
1.8%
5722197
15.8%
694285
6.8%
1168192
7.4%
ValueCountFrequency (%)
35323654
52.5%
1237312
 
1.0%
1168192
 
7.4%
694285
 
6.8%
5722197
 
15.8%

Pop_Total
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean178470.1494
Minimum22679
Maximum314912
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum22679
5-th percentile22679
Q124903
median314912
Q3314912
95-th percentile314912
Maximum314912
Range292233
Interquartile range (IQR)290009

Descriptive statistics

Standard deviation143637.4953
Coefficient of variation (CV)0.804826442
Kurtosis-1.989776182
Mean178470.1494
Median Absolute Deviation (MAD)0
Skewness-0.1035223407
Sum222195336
Variance2.063173007 × 1010
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
314912654
52.5%
22679197
 
15.8%
35554182
 
14.6%
2564592
 
7.4%
2490385
 
6.8%
2339023
 
1.8%
2418612
 
1.0%
ValueCountFrequency (%)
22679197
15.8%
2339023
 
1.8%
2418612
 
1.0%
2490385
6.8%
2564592
7.4%
ValueCountFrequency (%)
314912654
52.5%
35554182
 
14.6%
2564592
 
7.4%
2490385
 
6.8%
2418612
 
1.0%

Area
Real number (ℝ≥0)

HIGH CORRELATION

Distinct7
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5837.75743
Minimum231
Maximum9281
Zeros0
Zeros (%)0.0%
Memory size9.9 KiB

Quantile statistics

Minimum231
5-th percentile346
Q11972
median9281
Q39281
95-th percentile9281
Maximum9281
Range9050
Interquartile range (IQR)7309

Descriptive statistics

Standard deviation3769.554093
Coefficient of variation (CV)0.6457195487
Kurtosis-1.695857714
Mean5837.75743
Median Absolute Deviation (MAD)0
Skewness-0.3099112155
Sum7268008
Variance14209538.06
MonotocityNot monotonic
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
9281654
52.5%
1972197
 
15.8%
346182
 
14.6%
368192
 
7.4%
448885
 
6.8%
103823
 
1.8%
23112
 
1.0%
ValueCountFrequency (%)
23112
 
1.0%
346182
14.6%
103823
 
1.8%
1972197
15.8%
368192
7.4%
ValueCountFrequency (%)
9281654
52.5%
448885
 
6.8%
368192
 
7.4%
1972197
 
15.8%
103823
 
1.8%

VTN_MED
Categorical

HIGH CORRELATION

Distinct3
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.9 KiB
5105.25
1033 
2395.28
200 
8363.26
 
12

Length

Max length7
Median length7
Mean length7
Min length7

Characters and Unicode

Total characters8715
Distinct characters9
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2395.28
2nd row2395.28
3rd row2395.28
4th row2395.28
5th row2395.28
ValueCountFrequency (%)
5105.251033
83.0%
2395.28200
 
16.1%
8363.2612
 
1.0%
Histogram of lengths of the category
ValueCountFrequency (%)
5105.251033
83.0%
2395.28200
 
16.1%
8363.2612
 
1.0%

Most occurring characters

ValueCountFrequency (%)
53299
37.9%
21445
16.6%
.1245
 
14.3%
11033
 
11.9%
01033
 
11.9%
3224
 
2.6%
8212
 
2.4%
9200
 
2.3%
624
 
0.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number7470
85.7%
Other Punctuation1245
 
14.3%

Most frequent character per category

ValueCountFrequency (%)
53299
44.2%
21445
19.3%
11033
 
13.8%
01033
 
13.8%
3224
 
3.0%
8212
 
2.8%
9200
 
2.7%
624
 
0.3%
ValueCountFrequency (%)
.1245
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common8715
100.0%

Most frequent character per script

ValueCountFrequency (%)
53299
37.9%
21445
16.6%
.1245
 
14.3%
11033
 
11.9%
01033
 
11.9%
3224
 
2.6%
8212
 
2.4%
9200
 
2.3%
624
 
0.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII8715
100.0%

Most frequent character per block

ValueCountFrequency (%)
53299
37.9%
21445
16.6%
.1245
 
14.3%
11033
 
11.9%
01033
 
11.9%
3224
 
2.6%
8212
 
2.4%
9200
 
2.3%
624
 
0.3%

URB_RURAL
Categorical

MISSING

Distinct2
Distinct (%)0.2%
Missing28
Missing (%)2.2%
Memory size9.9 KiB
1.0
930 
0.0
287 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters3651
Distinct characters3
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1.0
2nd row1.0
3rd row1.0
4th row1.0
5th row1.0
ValueCountFrequency (%)
1.0930
74.7%
0.0287
 
23.1%
(Missing)28
 
2.2%
Histogram of lengths of the category
ValueCountFrequency (%)
1.0930
76.4%
0.0287
 
23.6%

Most occurring characters

ValueCountFrequency (%)
01504
41.2%
.1217
33.3%
1930
25.5%

Most occurring categories

ValueCountFrequency (%)
Decimal Number2434
66.7%
Other Punctuation1217
33.3%

Most frequent character per category

ValueCountFrequency (%)
01504
61.8%
1930
38.2%
ValueCountFrequency (%)
.1217
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common3651
100.0%

Most frequent character per script

ValueCountFrequency (%)
01504
41.2%
.1217
33.3%
1930
25.5%

Most occurring blocks

ValueCountFrequency (%)
ASCII3651
100.0%

Most frequent character per block

ValueCountFrequency (%)
01504
41.2%
.1217
33.3%
1930
25.5%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

Sample

First rows

Unnamed: 0id.xNM_MUIVS_2000IVS_INF_00IVS_CPH_00IVS_REN_00IVS_2010IVS_INF_10IVS_CPH_10IVS_REN_10MASCFEMPOPDOM_OCUDens_DomDens_habocup_2010Pop_UrbanaPop_RuralPop_TotalAreaVTN_MEDURB_RURAL
01F1810TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
12F1811TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
23F1811TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
34F1805TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
45F1804TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
56F1809TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40679.081.0160.048.00.0010.00399101796169422490344882395.281.0
67F1802TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40650.045.095.025.00.0010.00237001796169422490344882395.281.0
78F1803TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.40650.045.095.025.00.0010.00237001796169422490344882395.281.0
89F1471TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.4060.00.00.00.00.0000.00000001796169422490344882395.281.0
910F1793TAQUARITINGA DO NORTE0.5390.4060.6560.5550.3850.2550.4950.4060.00.00.00.00.0000.00000001796169422490344882395.281.0

Last rows

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